diff --git a/src/mridle/experiment/architecture.py b/src/mridle/experiment/architecture.py
index 1f4f290a..b22cc690 100644
--- a/src/mridle/experiment/architecture.py
+++ b/src/mridle/experiment/architecture.py
@@ -3,7 +3,7 @@
 import skorch
 from sklearn.base import BaseEstimator
 from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor
-from sklearn.linear_model import LogisticRegression
+from sklearn.linear_model import LogisticRegression, Lasso
 from sklearn.pipeline import Pipeline
 from sklearn.compose import ColumnTransformer
 from sklearn.preprocessing import FunctionTransformer
@@ -35,6 +35,7 @@ class ArchitectureInterface(ComponentInterface):
     registered_flavors = {
         'RandomForestClassifier': RandomForestClassifier,  # TODO enable auto-loading from sklearn
         'RandomForestRegressor': RandomForestRegressor,  # TODO enable auto-loading from sklearn
+        'LassoRegressor': Lasso,  # TODO enable auto-loading from sklearn
         'LogisticRegression': LogisticRegression,
         'XGBClassifier': xgb.XGBClassifier,
         'Pipeline': Pipeline,